SOTAVerified

Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

( Image credit: openTSNE )

Papers

Showing 14261450 of 3304 papers

TitleStatusHype
Geometric Machine Learning on EEG Signals0
Fréchet Cumulative Covariance Net for Deep Nonlinear Sufficient Dimension Reduction with Random Objects0
Geometry-Aware Hamiltonian Variational Auto-Encoder0
Geometry of Deep Learning for Magnetic Resonance Fingerprinting0
FRE: A Fast Method For Anomaly Detection And Segmentation0
FRANS: Automatic Feature Extraction for Time Series Forecasting0
Fractal Descriptors of Texture Images Based on the Triangular Prism Dimension0
G-invariant diffusion maps0
GleanVec: Accelerating vector search with minimalist nonlinear dimensionality reduction0
ANTLER: Bayesian Nonlinear Tensor Learning and Modeler for Unstructured, Varying-Size Point Cloud Data0
Global Ease of Living Index: a machine learning framework for longitudinal analysis of major economies0
Global explainability of a deep abstaining classifier0
Global Sensitivity Analysis of High Dimensional Neuroscience Models: An Example of Neurovascular Coupling0
GNUMAP: A Parameter-Free Approach to Unsupervised Dimensionality Reduction via Graph Neural Networks0
A Correspondence Analysis Framework for Author-Conference Recommendations0
A case study : Influence of Dimension Reduction on regression trees-based Algorithms -Predicting Aeronautics Loads of a Derivative Aircraft0
Golden Ratio-Based Sufficient Dimension Reduction0
Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles0
Bayesian Nonparametric Dimensionality Reduction of Categorical Data for Predicting Severity of COVID-19 in Pregnant Women0
Graceful Forgetting II. Data as a Process0
Gradient-based kernel method for feature extraction and variable selection0
FlowBERT: Prompt-tuned BERT for variable flow field prediction0
Fourier-Invertible Neural Encoder (FINE) for Homogeneous Flows0
Fourier analysis perspective for sufficient dimension reduction problem0
Conditional Density Estimation with Dimensionality Reduction via Squared-Loss Conditional Entropy Minimization0
Show:102550
← PrevPage 58 of 133Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy90.9Unverified
2tSNEClassification Accuracy51.5Unverified
3IVISClassification Accuracy46.6Unverified
4UMAPClassification Accuracy41.3Unverified
#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy71.1Unverified
2QSClassification Accuracy68Unverified